Interpretable Machine Learning A Guide for Making Black Box Models Explainable Christoph Molnar

 https://christophm.github.io/interpretable-ml-book/

Interpretable Machine Learning

A Guide for Making Black Box Models Explainable

Christoph Molnar

2024-07-31

Machine Learning with PyTorch and Scikit-Learn

 

https://github.com/rasbt/machine-learning-book

interpretable machine learning Christo[h Molnar

 

https://christophm.github.io/interpretable-ml-book/

probability 4 data science

 

https://probability4datascience.com/python01.html

Python, MATLAB, Julia, R

High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications

 

High-Dimensional Data Analysis with Low-Dimensional Models:
Principles, Computation, and Applications

John Wright   and   Yi Ma,    Cambridge University Press

https://book-wright-ma.github.io/

advancing data curation, book , vorgelegt von

 advancing data curation, book , vorgelegt von

https://www.depositonce.tu-berlin.de/bitstream/11303/10811/4/visengeriyeva_larysa.pdf

freek book, dive into deep learning

 

https://d2l.ai/d2l-en.pdf

biological clocks, Forger,

Biological Clocks, Rhythms, and Oscillations

The Theory of Biological Timekeeping

Daniel B. Forger.

https://www.ncbi.nlm.nih.gov/books/NBK544607/ 

https://www.ncbi.nlm.nih.gov/books/NBK544607/pdf/Bookshelf_NBK544607.pdf

Forger said that many bio clock use the same mathematic equations (models). convergent evolution. Forger said that Hoff bifurcation seems to be the common cause in all biological clocks. 

J Tyson seems to have strong reservation on Forger's argument of evolution of the general math equation. 

General structure of clocks. 

not all bacteria has circadian clocks.